Wang Dan, Sheng Lifang, Shi Guangyu, et al. Comparison of surface solar radiation reanalysis data and observations over China. J Appl Meteor Sci, 2012, 23(6): 729-738.
Citation: Wang Dan, Sheng Lifang, Shi Guangyu, et al. Comparison of surface solar radiation reanalysis data and observations over China. J Appl Meteor Sci, 2012, 23(6): 729-738.

Comparison of Surface Solar Radiation Reanalysis Data and Observations over China

  • Received Date: 2011-12-13
  • Rev Recd Date: 2012-09-18
  • Publish Date: 2012-12-31
  • Comparison of surface solar radiation data of NCEP/NCAR, NCEP/CFSR reanalysis data and data from stations and marine observations are conducted to check whether reanalysis data can reflect the characteristics of surface solar radiation over China. The results show that NCEP/NCAR reanalysis data are less reliable before 1979, but both NCEP/NCAR and NCEP/CFSR reanalysis data are high reliable after 1979, and the reliability is higher in east and low latitude areas than that in west and high latitude areas over China. Because the daily mean data calculated by six-hour reanalysis data is lower than real data over China, it is reasonable to calculate the daily data by excluding the case of zero observation to minish the deviation.Long-term average errors between NCEP/NCAR, NCEP/CFSR and station observations of surface solar radiation are 10.37 W·m-2 and-42.68 W·m-2 in Chinese Mainland from 1979 to 2009, with standard deviation of absolute errors being 12.31 W·m-2 and 4.19 W·m-2. Average errors between NCEP/NCAR, NCEP/CFSR and marine observations of surface solar radiation are-161.19 W·m-2 and-179.66 W·m-2 over the sea during marine observing, with standard deviation of absolute errors being 37.07 W·m-2 and 35.36 W·m-2. The surface solar radiation from both NCEP/NCAR and NCEP/CFSR reanalysis data are bigger than station observations along the Yangtze River Valleys around Chongqing, where the biggest deviation appears.This maybe due to the fact that cloudiness data from reanalysis are smaller than observations here. Since the NCEP mode doesn't consider aerosols, it has also induced the bigger deviation of surface solar radiation between reanalysis data and observations.Besides, Chongqing is a mountainous region, whose terrain shelter influences surface solar radiation. It should increase surface solar radiation from 18% to 63%, when reanalysis data are used on the Yangtze River Valleys. There is some false phenomenonin long-term variation of surface solar radiation from reanalysis data. For example, a false upward trend exists notably in NCEP/NCAR reanalysis data before 1979 and the false extreme value of NCEP/CFSR reanalysis data appear in 1998. To some extent, the reanalysis data can be used for study of the surface solar radiation in Chinese Mainland. And the temporal and spatial distribution characteristics of surface solar radiation can also be reflected over the sea. For the deviation and false phenomenon of reanalysis data, more attention should be paid when using them in long-term climatological diagnosis. Compared with surface solar radiation from land station observation, there is a big deviation between the marine observations and the reanalysis data. This may due to the lack of marine observations, which will confine the evaluation and development of NCEP mode. Besides, the sea data used are constructed from marine observations from 2006 to 2007. For its insufficient sample, the data quality of surface solar radiation from NCEP/NCAR and NCEP/CFSR reanalysis data need to be studied further over the sea.
  • Fig. 1  Distribution of meteorological observation stations (■ denotes the station has no observation of cloud, precipitation, relative humidity, wind speed and sunshine duration) (a) distribution of stations in Chinese Mainland, (b) marine observation areas and land stations close to them

    Fig. 2  Spatial distribution of solar radiation from datasets of NCEP/NCAR (a), NCEP/CFSR (b), RE-NCEP/NCAR (c), RE-NCEP/CFSR (d) and station observations (e) from 1979 to 2009

    Fig. 3  Relative errors (contour, unit: %) and correlation coefficient (shaded) between observations and RE-NCEP/NCAR (a), RE-NCEP/CFSR (b) reanalysis data from 1979 to 2009

    Fig. 4  Long-term variations of solar radiation in Chinese Mainland from 1963 to 2009(a) and monthly variations of solar radiation in Chinese Mainland from 1979 to 2009(b)

    Fig. 5  Comparison of several solar radiation data sets over sea

    (a) correlation of solar radiation between marine observations and land stations close to the sea, (b) comparison of regional average of solar radiation between marine observations and land stations close to the sea, RE-NCEP/NCAR and RE-NCEP/CFSR reanalysis data

    Table  1  Statistics of absolute errors between reanalysis data and observations

    资料集 最大值/(W·m-2) 最小值/(W·m-2) 平均值/(W·m-2) 标准差/(W·m-2) 样本数
    NCEP/NCAR -108.22 -64.89 -81.60 11.95 15134
    NCEP/CFSR -123.18 -104.91 -113.51 4.49 316727
    RE-NCEP/NCAR 26.42 -17.87 10.37 12.31 15134
    RE-NCEP/CFSR -51.76 -35.17 -42.68 4.19 316727
     注:绝对误差的计算以台站资料为标准。
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    Table  2  Statistics of absolute errors between reanalysis data and marine observations (unit: W·m-2)

    资料 最大值 最小值 平均值 标准差
    NCEP/NCAR -255.60 -132.58 -205.89 37.07
    NCEP/CFSR -273.79 -145.24 -219.75 38.88
    RE-NCEP/NCAR -207.67 -91.13 -161.19 35.36
    RE-NCEP/CFSR -231.93 -108.00 -179.66 37.30
     注:绝对误差的计算以海上辐射观测资料为标准。
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  • [1]
    王举, 姚华栋, 蒋国荣, 等.南海北部海区太阳辐射观测分析与计算方法研究.海洋与湖沼, 2005, 36(5): 385-394. http://www.cnki.com.cn/Article/CJFDTOTAL-HYFZ200505000.htm
    [2]
    曹雯. 近40年来中国地面太阳总辐射状况及日总辐射模型的研究. 南京: 南京信息工程大学, 2008.
    [3]
    吴其重, 王自发, 崔应杰.我国近20年太阳辐射时空分布状况模式评估.应用气象学报, 2010, 21(3): 343-351. doi:  10.11898/1001-7313.20100310
    [4]
    魏合理, 徐青山, 张天舒.用GMS-5气象卫星遥测地面太阳总辐射.遥感学报, 2003, 7(6): 465-471. doi:  10.11834/jrs.20030606
    [5]
    康雯瑛, 焦建丽, 王君.太阳辐射计算方法对比分析.气象与环境科学, 2008, 31(3): 33-37. http://www.cnki.com.cn/Article/CJFDTOTAL-HNQX200803009.htm
    [6]
    Turner W D. The estimation of hourly global solar radiation using a cloud cover model developed at Blytheville, Arkansas. J Appl Meteor, 1984, 23(5): 781-786. doi:  10.1175/1520-0450(1984)023<0781:TEOHGS>2.0.CO;2
    [7]
    魏传杰, 于非, 吕连港, 等.南黄海海面大气长波辐射计算方法的比较.海洋科学进展, 2009, 27(3): 302-311. http://www.cnki.com.cn/Article/CJFDTOTAL-HBHH200903002.htm
    [8]
    梅婵娟. 中国近海海-气界面热通量的特征研究. 青岛: 中国海洋大学, 2008.
    [9]
    Renfrew I A, Moore G W K, Guest P S, et al. A comparison of surface layer and surface turbulent flux observations over the Labrador Sea with ECMWF analyses and NCEP reanalyses. J Phys Oceanogr, 2002, 32: 383-400. doi:  10.1175/1520-0485(2002)032<0383:ACOSLA>2.0.CO;2
    [10]
    Shen S P, Dzikowski P, Li G L, et al. Interpolation of 1961-97 daily temperature and precipitation data onto alberta polygons of ecodistrict and soil landscapes of Canada. J Appl Meteor, 2001, 40: 2162-2177. doi:  10.1175/1520-0450(2001)040<2162:IODTAP>2.0.CO;2
    [11]
    Reid P A, Jones P D, Brown O, et al. Assessments of the reliability of NCEP circulation data and relationship with surface by direct comparison with station based data. Clim Res, 2001, 17: 247-261. doi:  10.3354/cr017247
    [12]
    Poccard I, Janicot S, Camberlin P. Comparison of rainfall structure between NCEP/NCAR reanalysis and observed data over tropical Africa. Climate Dyn, 2000, 16(12): 897-915. doi:  10.1007/s003820000087
    [13]
    Josey S A. A comparison of ECMWF, NCEP-NCAR, and SOC surface heat fluxes with moored buoy measurements in the subduction region of the Northeast Atlantic. J Climate, 2001, 14:1780-1789. doi:  10.1175/1520-0442(2001)014<1780:ACOENN>2.0.CO;2
    [14]
    Basist A N, Chelliah M. Comparison of tropospheric temperatures derived from the NCEP/NCAR reanalysis, NCEP operational analysis, and the microwave sounding unit. Bull Amer Meteor Soc, 1997, 78(7): 1431-1447. doi:  10.1175/1520-0477(1997)078<1431:COTTDF>2.0.CO;2
    [15]
    Xia X A, Wang P C, Chen H B, et al. Analysis of downwelling surface solar radiation in China from National Centers for Environmental Prediction reanalysis, satellite estimates, and surface observations. J Geophys Res, 2006, 111, D09103, doi: 10.1029/2005JD006405.
    [16]
    孙百晔, 王修林, 阚世红, 等.东海海面太阳辐射近60a的变化与赤潮的关系.海洋环境科学, 2009, 28(1): 1-5. http://www.cnki.com.cn/Article/CJFDTOTAL-HYHJ200901001.htm
    [17]
    Chelliah M, Ebisuzaki W, Weaver S, et al. Evaluating the tropospheric variability in National Centers for Environmental Prediction's climate forecast system reanalysis. J Geophys Res, 2011, 116, D17107, doi: 10.1029/2011JD015707.
    [18]
    Wang J D, Wang W Q, Fu X H, et al. Tropical intraseasonal rainfall variability in the CFSR. Climate Dyn, 2011, doi:  10.1007/s00382-011-1087-0.
    [19]
    Xue Y, Huang B Y, Hu Z Z, et al. An assessment of oceanic variability in the NCEP climate forecast system reanalysis. Climate Dyn, 2011, doi:  10.1007/s00382-010-0954-4.
    [20]
    Wang W Q, Xie P P, Yoo S H, et al. An assessment of the surface climate in the NCEP climate forecast system reanalysis. Climate Dyn, 2011, 37: 1601-1620. doi:  10.1007/s00382-010-0935-7
    [21]
    Higgins R W, Kousky V E, Silva V B S, et al. Intercomparison of daily precipitation statistics over the United States in observations and in NCEP reanalysis products. J Climate, 2010, 23:4637-4650. doi:  10.1175/2010JCLI3638.1
    [22]
    Bromwich D H, Nicolas J P, Monaghan A J. An assessment of precipitation changes over Antarctica and the Southern Ocean since 1989 in contemporary global reanalyses. J Climate, 2011, 24: 4189-4209. doi:  10.1175/2011JCLI4074.1
    [23]
    Shi G Y, Hayasaka T, Ohmura A, et al. Data quality assessment and the long-term trend of ground solar radiation in China. Journal of Applied Meteorology and Climatology, 2008, 47(4): 1006-1016. doi:  10.1175/2007JAMC1493.1
    [24]
    陈志华.1957—2000年中国地面太阳辐射状况的研究.北京:中国科学院大气物理研究所, 2005.
    [25]
    邱金桓, 许潇锋, 杨景梅.北京等7个气象台站太阳总辐射观测资料的准确度评估.应用气象学报, 2008, 19(3): 287-296. doi:  10.11898/1001-7313.20080304
    [26]
    张红杰, 马清云, 吴焕萍, 等.气象降水分布图制作中的插值算法研究.气象, 2009, 35(11): 131-136. doi:  10.7519/j.issn.1000-0526.2009.11.017
    [27]
    冯锦明, 赵天保, 张英娟.基于台站降水资料对不同空间内插方法的比较.气候与环境研究, 2004, 9(2):261-277. http://www.cnki.com.cn/Article/CJFDTOTAL-QHYH200402003.htm
    [28]
    赵天保, 符淙斌.中国区域ERA-40、NCEP-2再分析资料与观测资料的初步比较与分析.气候与环境研究, 2006, 11(1): 14-32. http://www.cnki.com.cn/Article/CJFDTOTAL-QHYH200601001.htm
    [29]
    Shi X H, Xu X D, Xie L. Reliability analyses of anomalies of NCEP/NCAR reanalyzed wind speed and surface air temperature in climate change research in China. Acta Meteor Sinica, 2007, 21(3): 320-333. http://www.cnki.com.cn/Article/CJFDTotal-QXXW200703006.htm
    [30]
    李晓文, 李维亮, 周秀骥.中国近30年太阳辐射状况研究.应用气象学报, 1998, 9(1):24-31. http://qikan.camscma.cn/jams/ch/reader/view_abstract.aspx?file_no=19980104&flag=1
    [31]
    郑有飞, 关福来, 蔡子颖, 等.我国南方中东部地区地面太阳总辐射变化规律.应用气象学报, 2011, 22(3):312-320. doi:  10.11898/1001-7313.20110307
    [32]
    杨羡敏, 曾燕, 邱新法, 等. 1960—2000年黄河流域太阳总辐射气候变化规律研究.应用气象学报, 2005, 16(2): 243-248. doi:  10.11898/1001-7313.20050230
    [33]
    张运林, 秦伯强, 陈伟民, 等.太湖无锡地区太阳总辐射的气候学计算及特征分析.应用气象学报, 2003, 14(3): 339-347. http://qikan.camscma.cn/jams/ch/reader/view_abstract.aspx?file_no=20030341&flag=1
    [34]
    方之芳, 雷俊, 吕晓娜, 等.东亚地区500hPa位势高度场NCEP/NCAR再分析资料与ERA-40资料的比较.气象学报, 2010, 68(2): 270-276. http://www.cnki.com.cn/Article/CJFDTOTAL-QXXB201002013.htm
    [35]
    周顺武, 张人禾.青藏高原地区上空NCEP/NCAR再分析温度和位势高度资料与观测资料的比较分析.气候与环境研究, 2009, 14(3): 284-292. http://www.cnki.com.cn/Article/CJFDTOTAL-QHYH200903007.htm
    [36]
    脱友才, 邓云, 梁瑞峰.山区水库水面气温与太阳辐射的修正及应用.应用气象学报, 2009, 20(2): 225-231. doi:  10.11898/1001-7313.20090212
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    • Received : 2011-12-13
    • Accepted : 2012-09-18
    • Published : 2012-12-31

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